Guideline-driven clinical decision support for colonoscopy patients using the hierarchical multi-label deep learning method
The novel CDSS possesses high-level semantic recognition of colonoscopy reports, provides appropriate recommendations, and holds the potential to be a powerful tool for physicians and patients. The hierarchical multi-label strategy and pre-training method should be amendable to manage more medical text in the future.
Authors
- Junling Wu
- Yiming Zhao (ORCID: https://orcid.org/0000-0003-1565-6240)
- Zhizhuang Joe Zhao (ORCID: https://orcid.org/0000-0003-4323-4301)
- Congyong Li (ORCID: https://orcid.org/0000-0002-6820-9957)
- Gang Sun (ORCID: https://orcid.org/0000-0001-8594-557X)
- Zhe Luan (ORCID: https://orcid.org/0000-0002-0003-1195)
- Shufang Wang (ORCID: https://orcid.org/0000-0001-7032-3540)
- Mengxuan Sun (ORCID: https://orcid.org/0000-0001-5931-5697)
- Jinghao Niu (ORCID: https://orcid.org/0000-0002-9598-297X)
- Hanwen Zhang (ORCID: https://orcid.org/0000-0001-8955-7494)
- Jiaqi Zhang (ORCID: https://orcid.org/0000-0002-9496-9263)
- Yi Chen (ORCID: https://orcid.org/0000-0003-4885-6097)
- Wei Zhang (ORCID: https://orcid.org/0000-0001-5529-2985)
- Jun Chen (ORCID: https://orcid.org/0000-0002-1273-5624)
- Yansheng Li (ORCID: https://orcid.org/0000-0001-8203-1246)
- Kejia Liu (ORCID: https://orcid.org/0009-0005-4787-8923)
Institutions
- Chinese Academy of Sciences (CN)
- Chinese PLA General Hospital (CN)
- DHC Software (China) (CN)
- Institute of Automation (CN)
- Hainan General Hospital (CN)
- University of Chinese Academy of Sciences (CN)
Publication Details
- Journal
- Chinese Medical Journal
- Published
- 2025-05-23
- DOI
- https://doi.org/10.1097/cm9.0000000000003469
- Primary Topic
- Colorectal Cancer Screening and Detection
- Type
- article
- Field-Weighted Citation Impact
- 0.00